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A couple of weeks ago I was talking with a couple of friends who are building agents with Microsoft Agent Framework. The demos were great, the agents were smart, everyone was happy. And then one of them asked the question: "OK, the agent is done… now, how do I deploy this thing?" And the table went Link to …
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Learn how to build a customizable, smart-caching knowledge management system on AWS that captures and delivers institutional (tribal) knowledge through a voice-first AI avatar. The accelerator uses Amazon Bedrock Knowledge Bases for retrieval-augmented generation and deploys in hours with AWS CloudFormation. Link to …
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C# 15 will ship with .NET 11 in November. All the new features are available in .NET 11 preview 7 for you to try now. C# 15 adds union types, closed hierarchies, the first preview of an updated unsafe model, collection expression arguments, extension indexers, and labeled break and continue Link to article: …
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AWS Agent Registry gives your organization a centralized, searchable catalog for agents, tools, and skills. It works with the open Agentic Resource Discovery (ARD) standard to enable cross-environment discovery and governance at scale. Link to article: …
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Learn how to build a voice ordering system for restaurants that answers a phone call and takes an order end to end, with no app, no website, and no sign-in. It uses Amazon Connect for telephony, Amazon Connect Agentic Voice for real-time speech, an Amazon Connect AI agent for reasoning, and Amazon Bedrock AgentCore …
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Metadata harmonization (standardizing labels, identifiers, and formats so datasets can work together) is still largely manual. This post shows how AI-powered metadata correction works in practice, covering two approaches, human-in-the-loop validation and autonomous agent-driven workflows, plus governance considerations …
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TL;DR Why AI coding agents need modern Go skills AI coding agents can produce working Go code, but they typically rely on outdated patterns. Older syntax appears more often in their training data. Newer language features and standard library additions may also fall outside their training cutoff. The GoLand team created …
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A while ago, we launched a long-term project to enable users to run Junie entirely locally, with local inference, across a wide variety of hardware setups. After much anticipation, we recently released an initial version of Junie Local that works on a MacBook M5 with Qwen3.6-27B. In this blog post, I will share what it …
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Our first step into on-device coding agents Junie has been able to connect to local model runtimes for a while. Point it at Ollama or LM Studio, load a local model, and the agent runs against it. Plenty of people are already doing this. But it also means you have to pick the model, tune […] Link to article: …
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Supply-chain attacks have kept escalating while AI writes more of the code you ship. Docker's latest updates bring more software built from source into your images, keep security coverage running past end of life, carry every guarantee through your customized images, and move policy enforcement onto every developer …
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When you add a NuGet package to a project, you often think about the runtime library only. In reality, packages can also import MSBuild props/targets and Roslyn analyzers. Those assets run during restore, design-time build, or build. I've already provided some examples of how this can cause issues in . This means a …
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To sort a List efficiently, use CollectionsMarshal.AsSpan() to access its internal storage, then apply the Sort() function. Link to article: https://dotnettips.com/2026/08/23/collection-performance-sort-list-faster-with-collectionsmarshal-asspan/
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Build correct async pipelines in C# with sequential awaits, propagated cancellation, observed tasks, explicit completion ownership, and safe async disposal. Link to article: https://www.devleader.ca/2026/08/22/async-pipelines-in-c-await-cancellation-and-completion
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What does a good SQL index look like? I seeded Postgres with 1 million comments and measured every indexing decision with EXPLAIN ANALYZE: a 17ms sequential… Link to article: https://milanjovanovic.tech/blog/how-to-design-the-right-sql-index
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Assuming you haven’t been living under a rock, you’ve probably noticed that topics related to Artificial Intelligence (AI) are pretty well dominating most conversations about software development right now. I’d like to lay out the Critter Stack community and JasperFx‘s strategy is for AI assisted software development …
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The Agentic Data Operations Platform (ADOP) is a reference architecture on Amazon Bedrock that uses specialized AI agents to automate the full Bronze-to-Silver-to-Gold data pipeline lifecycle, compressing new-source onboarding from weeks to hours while keeping data governance and compliance controls inline. Link to …
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Give your AI agents governed, auditable access to enterprise tools without consolidating infrastructure. This post walks through a four-scope maturity model (Connect, Control, Catalog, and Harden) for building a governed tool gateway with Amazon Bedrock AgentCore, advancing only when real governance pain demands it. …
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Today I will modernize a .NET Framework application to .NET 10 using the GitHub Copilot modernization tooling built-in to Visual Studio. The tooling helps us upgrade applications running on legacy versions of .NET and also mig Link to article: …
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Input tokens are often a meaningful part of the cost of running Retrieval Augmented Generation (RAG) at scale. This post describes a query-aware context compression pattern on Amazon Bedrock: after retrieval, a smaller model filters retrieved chunks against the query before the primary model answers, reducing input …
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